Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 1991 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 326.8 KiB |
| Average record size in memory | 168.1 B |
Variable types
| Numeric | 14 |
|---|---|
| Categorical | 7 |
fc is highly overall correlated with pc | High correlation |
four_g is highly overall correlated with three_g | High correlation |
pc is highly overall correlated with fc | High correlation |
price_range is highly overall correlated with ram | High correlation |
ram is highly overall correlated with price_range | High correlation |
three_g is highly overall correlated with four_g | High correlation |
price_range is uniformly distributed | Uniform |
fc has 471 (23.7%) zeros | Zeros |
pc has 100 (5.0%) zeros | Zeros |
sc_w has 178 (8.9%) zeros | Zeros |
Reproduction
| Analysis started | 2024-05-03 23:37:56.941231 |
|---|---|
| Analysis finished | 2024-05-03 23:38:25.977773 |
| Duration | 29.04 seconds |
| Software version | ydata-profiling vv4.7.0 |
| Download configuration | config.json |
battery_power
Real number (ℝ)
| Distinct | 1090 |
|---|---|
| Distinct (%) | 54.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1238.2707 |
| Minimum | 501 |
|---|---|
| Maximum | 1998 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.7 KiB |
Quantile statistics
| Minimum | 501 |
|---|---|
| 5-th percentile | 570.5 |
| Q1 | 851.5 |
| median | 1225 |
| Q3 | 1615.5 |
| 95-th percentile | 1929.5 |
| Maximum | 1998 |
| Range | 1497 |
| Interquartile range (IQR) | 764 |
Descriptive statistics
| Standard deviation | 439.64106 |
|---|---|
| Coefficient of variation (CV) | 0.35504438 |
| Kurtosis | -1.225982 |
| Mean | 1238.2707 |
| Median Absolute Deviation (MAD) | 382 |
| Skewness | 0.031851485 |
| Sum | 2465397 |
| Variance | 193284.26 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 618 | 6 | 0.3% |
| 1872 | 6 | 0.3% |
| 1589 | 6 | 0.3% |
| 1949 | 5 | 0.3% |
| 1083 | 5 | 0.3% |
| 504 | 5 | 0.3% |
| 772 | 5 | 0.3% |
| 1310 | 5 | 0.3% |
| 1413 | 5 | 0.3% |
| 1330 | 5 | 0.3% |
| Other values (1080) | 1938 |
| Value | Count | Frequency (%) |
| 501 | 2 | 0.1% |
| 502 | 2 | 0.1% |
| 503 | 3 | |
| 504 | 5 | |
| 506 | 1 | 0.1% |
| 507 | 2 | 0.1% |
| 508 | 3 | |
| 509 | 1 | 0.1% |
| 510 | 3 | |
| 511 | 4 |
| Value | Count | Frequency (%) |
| 1998 | 1 | 0.1% |
| 1997 | 1 | 0.1% |
| 1996 | 2 | |
| 1995 | 1 | 0.1% |
| 1994 | 3 | |
| 1993 | 1 | 0.1% |
| 1992 | 2 | |
| 1991 | 4 | |
| 1989 | 2 | |
| 1988 | 1 | 0.1% |
blue
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.7 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1991 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1003 | |
| 1 | 988 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1003 | |
| 1 | 988 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1003 | |
| 1 | 988 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1991 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1003 | |
| 1 | 988 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1991 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1003 | |
| 1 | 988 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1991 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1003 | |
| 1 | 988 |
clock_speed
Real number (ℝ)
| Distinct | 26 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.522451 |
| Minimum | 0.5 |
|---|---|
| Maximum | 3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.7 KiB |
Quantile statistics
| Minimum | 0.5 |
|---|---|
| 5-th percentile | 0.5 |
| Q1 | 0.7 |
| median | 1.5 |
| Q3 | 2.2 |
| 95-th percentile | 2.8 |
| Maximum | 3 |
| Range | 2.5 |
| Interquartile range (IQR) | 1.5 |
Descriptive statistics
| Standard deviation | 0.81549887 |
|---|---|
| Coefficient of variation (CV) | 0.53564867 |
| Kurtosis | -1.3216686 |
| Mean | 1.522451 |
| Median Absolute Deviation (MAD) | 0.8 |
| Skewness | 0.1776212 |
| Sum | 3031.2 |
| Variance | 0.66503841 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 0.5 | 410 | |
| 2.8 | 84 | 4.2% |
| 2.3 | 78 | 3.9% |
| 2.1 | 76 | 3.8% |
| 1.6 | 76 | 3.8% |
| 2.5 | 74 | 3.7% |
| 0.6 | 74 | 3.7% |
| 1.4 | 70 | 3.5% |
| 1.3 | 68 | 3.4% |
| 1.5 | 67 | 3.4% |
| Other values (16) | 914 |
| Value | Count | Frequency (%) |
| 0.5 | 410 | |
| 0.6 | 74 | 3.7% |
| 0.7 | 64 | 3.2% |
| 0.8 | 58 | 2.9% |
| 0.9 | 57 | 2.9% |
| 1 | 61 | 3.1% |
| 1.1 | 50 | 2.5% |
| 1.2 | 56 | 2.8% |
| 1.3 | 68 | 3.4% |
| 1.4 | 70 | 3.5% |
| Value | Count | Frequency (%) |
| 3 | 28 | 1.4% |
| 2.9 | 62 | |
| 2.8 | 84 | |
| 2.7 | 54 | |
| 2.6 | 55 | |
| 2.5 | 74 | |
| 2.4 | 57 | |
| 2.3 | 78 | |
| 2.2 | 59 | |
| 2.1 | 76 |
dual_sim
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.7 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1991 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1017 | |
| 0 | 974 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 1017 | |
| 0 | 974 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1017 | |
| 0 | 974 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1991 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1017 | |
| 0 | 974 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1991 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 1017 | |
| 0 | 974 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1991 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 1017 | |
| 0 | 974 |
fc
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 20 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.3078855 |
| Minimum | 0 |
|---|---|
| Maximum | 19 |
| Zeros | 471 |
| Zeros (%) | 23.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 13 |
| Maximum | 19 |
| Range | 19 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.339735 |
|---|---|
| Coefficient of variation (CV) | 1.0073933 |
| Kurtosis | 0.27061826 |
| Mean | 4.3078855 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.0183373 |
| Sum | 8577 |
| Variance | 18.8333 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 0 | 471 | |
| 1 | 245 | |
| 2 | 189 | |
| 3 | 170 | 8.5% |
| 5 | 137 | 6.9% |
| 4 | 132 | 6.6% |
| 6 | 110 | 5.5% |
| 7 | 100 | 5.0% |
| 9 | 78 | 3.9% |
| 8 | 77 | 3.9% |
| Other values (10) | 282 |
| Value | Count | Frequency (%) |
| 0 | 471 | |
| 1 | 245 | |
| 2 | 189 | |
| 3 | 170 | 8.5% |
| 4 | 132 | 6.6% |
| 5 | 137 | 6.9% |
| 6 | 110 | 5.5% |
| 7 | 100 | 5.0% |
| 8 | 77 | 3.9% |
| 9 | 78 | 3.9% |
| Value | Count | Frequency (%) |
| 19 | 1 | 0.1% |
| 18 | 11 | 0.6% |
| 17 | 6 | 0.3% |
| 16 | 23 | 1.2% |
| 15 | 23 | 1.2% |
| 14 | 20 | 1.0% |
| 13 | 40 | |
| 12 | 45 | |
| 11 | 51 | |
| 10 | 62 |
four_g
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.7 KiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 5973 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 1037 | |
| 0.0 | 954 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 1037 | |
| 0.0 | 954 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2945 | |
| . | 1991 | |
| 1 | 1037 | 17.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 3982 | |
| Other Punctuation | 1991 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2945 | |
| 1 | 1037 | 26.0% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1991 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5973 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2945 | |
| . | 1991 | |
| 1 | 1037 | 17.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5973 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2945 | |
| . | 1991 | |
| 1 | 1037 | 17.4% |
int_memory
Real number (ℝ)
| Distinct | 63 |
|---|---|
| Distinct (%) | 3.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.074335 |
| Minimum | 2 |
|---|---|
| Maximum | 64 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.7 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 16 |
| median | 32 |
| Q3 | 48 |
| 95-th percentile | 61 |
| Maximum | 64 |
| Range | 62 |
| Interquartile range (IQR) | 32 |
Descriptive statistics
| Standard deviation | 18.138177 |
|---|---|
| Coefficient of variation (CV) | 0.56550439 |
| Kurtosis | -1.2164324 |
| Mean | 32.074335 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | 0.056349057 |
| Sum | 63860 |
| Variance | 328.99347 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 27 | 47 | 2.4% |
| 16 | 45 | 2.3% |
| 14 | 45 | 2.3% |
| 57 | 42 | 2.1% |
| 2 | 41 | 2.1% |
| 42 | 40 | 2.0% |
| 7 | 40 | 2.0% |
| 44 | 39 | 2.0% |
| 30 | 39 | 2.0% |
| 8 | 37 | 1.9% |
| Other values (53) | 1576 |
| Value | Count | Frequency (%) |
| 2 | 41 | |
| 3 | 25 | |
| 4 | 20 | |
| 5 | 36 | |
| 6 | 36 | |
| 7 | 40 | |
| 8 | 37 | |
| 9 | 34 | |
| 10 | 36 | |
| 11 | 34 |
| Value | Count | Frequency (%) |
| 64 | 31 | |
| 63 | 30 | |
| 62 | 21 | |
| 61 | 26 | |
| 60 | 27 | |
| 59 | 18 | |
| 58 | 36 | |
| 57 | 42 | |
| 56 | 27 | |
| 55 | 29 |
m_dep
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.50200904 |
| Minimum | 0.1 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.7 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.1 |
| Q1 | 0.2 |
| median | 0.5 |
| Q3 | 0.8 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 0.9 |
| Interquartile range (IQR) | 0.6 |
Descriptive statistics
| Standard deviation | 0.28862172 |
|---|---|
| Coefficient of variation (CV) | 0.5749333 |
| Kurtosis | -1.2748915 |
| Mean | 0.50200904 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | 0.087386812 |
| Sum | 999.5 |
| Variance | 0.083302494 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0.1 | 320 | |
| 0.2 | 210 | |
| 0.8 | 206 | |
| 0.5 | 204 | |
| 0.7 | 200 | |
| 0.3 | 198 | |
| 0.9 | 195 | |
| 0.6 | 185 | |
| 0.4 | 167 | |
| 1 | 106 | 5.3% |
| Value | Count | Frequency (%) |
| 0.1 | 320 | |
| 0.2 | 210 | |
| 0.3 | 198 | |
| 0.4 | 167 | |
| 0.5 | 204 | |
| 0.6 | 185 | |
| 0.7 | 200 | |
| 0.8 | 206 | |
| 0.9 | 195 | |
| 1 | 106 | 5.3% |
| Value | Count | Frequency (%) |
| 1 | 106 | 5.3% |
| 0.9 | 195 | |
| 0.8 | 206 | |
| 0.7 | 200 | |
| 0.6 | 185 | |
| 0.5 | 204 | |
| 0.4 | 167 | |
| 0.3 | 198 | |
| 0.2 | 210 | |
| 0.1 | 320 |
mobile_wt
Real number (ℝ)
| Distinct | 121 |
|---|---|
| Distinct (%) | 6.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 140.26318 |
| Minimum | 80 |
|---|---|
| Maximum | 200 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.7 KiB |
Quantile statistics
| Minimum | 80 |
|---|---|
| 5-th percentile | 86 |
| Q1 | 109 |
| median | 141 |
| Q3 | 170 |
| 95-th percentile | 196 |
| Maximum | 200 |
| Range | 120 |
| Interquartile range (IQR) | 61 |
Descriptive statistics
| Standard deviation | 35.398777 |
|---|---|
| Coefficient of variation (CV) | 0.25237397 |
| Kurtosis | -1.2114924 |
| Mean | 140.26318 |
| Median Absolute Deviation (MAD) | 31 |
| Skewness | 0.0039004393 |
| Sum | 279264 |
| Variance | 1253.0734 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 182 | 28 | 1.4% |
| 101 | 27 | 1.4% |
| 185 | 27 | 1.4% |
| 199 | 26 | 1.3% |
| 146 | 26 | 1.3% |
| 105 | 25 | 1.3% |
| 198 | 24 | 1.2% |
| 88 | 24 | 1.2% |
| 89 | 24 | 1.2% |
| 160 | 23 | 1.2% |
| Other values (111) | 1737 |
| Value | Count | Frequency (%) |
| 80 | 21 | |
| 81 | 13 | |
| 82 | 15 | |
| 83 | 19 | |
| 84 | 17 | |
| 85 | 13 | |
| 86 | 19 | |
| 87 | 15 | |
| 88 | 24 | |
| 89 | 24 |
| Value | Count | Frequency (%) |
| 200 | 19 | |
| 199 | 26 | |
| 198 | 24 | |
| 197 | 19 | |
| 196 | 20 | |
| 195 | 11 | |
| 194 | 15 | |
| 193 | 15 | |
| 192 | 15 | |
| 191 | 15 |
n_cores
Real number (ℝ)
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.5163235 |
| Minimum | 1 |
|---|---|
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.2912571 |
|---|---|
| Coefficient of variation (CV) | 0.50732794 |
| Kurtosis | -1.2333495 |
| Mean | 4.5163235 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.0079249959 |
| Sum | 8992 |
| Variance | 5.249859 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 4 | 272 | |
| 7 | 258 | |
| 8 | 256 | |
| 2 | 247 | |
| 3 | 246 | |
| 5 | 244 | |
| 1 | 242 | |
| 6 | 226 |
| Value | Count | Frequency (%) |
| 1 | 242 | |
| 2 | 247 | |
| 3 | 246 | |
| 4 | 272 | |
| 5 | 244 | |
| 6 | 226 | |
| 7 | 258 | |
| 8 | 256 |
| Value | Count | Frequency (%) |
| 8 | 256 | |
| 7 | 258 | |
| 6 | 226 | |
| 5 | 244 | |
| 4 | 272 | |
| 3 | 246 | |
| 2 | 247 | |
| 1 | 242 |
pc
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 21 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.9090909 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 100 |
| Zeros (%) | 5.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.5 |
| Q1 | 5 |
| median | 10 |
| Q3 | 15 |
| 95-th percentile | 20 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 6.0610191 |
|---|---|
| Coefficient of variation (CV) | 0.61166248 |
| Kurtosis | -1.1700299 |
| Mean | 9.9090909 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.021023941 |
| Sum | 19729 |
| Variance | 36.735952 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 10 | 122 | 6.1% |
| 7 | 119 | 6.0% |
| 9 | 111 | 5.6% |
| 20 | 110 | 5.5% |
| 1 | 103 | 5.2% |
| 14 | 103 | 5.2% |
| 0 | 100 | 5.0% |
| 2 | 99 | 5.0% |
| 17 | 99 | 5.0% |
| 6 | 95 | 4.8% |
| Other values (11) | 930 |
| Value | Count | Frequency (%) |
| 0 | 100 | |
| 1 | 103 | |
| 2 | 99 | |
| 3 | 93 | |
| 4 | 95 | |
| 5 | 59 | |
| 6 | 95 | |
| 7 | 119 | |
| 8 | 89 | |
| 9 | 111 |
| Value | Count | Frequency (%) |
| 20 | 110 | |
| 19 | 83 | |
| 18 | 79 | |
| 17 | 99 | |
| 16 | 88 | |
| 15 | 92 | |
| 14 | 103 | |
| 13 | 83 | |
| 12 | 90 | |
| 11 | 79 |
px_height
Real number (ℝ)
| Distinct | 1132 |
|---|---|
| Distinct (%) | 56.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 644.8006 |
| Minimum | 0 |
|---|---|
| Maximum | 1960 |
| Zeros | 2 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 72 |
| Q1 | 282.5 |
| median | 564 |
| Q3 | 947.5 |
| 95-th percentile | 1482 |
| Maximum | 1960 |
| Range | 1960 |
| Interquartile range (IQR) | 665 |
Descriptive statistics
| Standard deviation | 442.95103 |
|---|---|
| Coefficient of variation (CV) | 0.68695816 |
| Kurtosis | -0.32238782 |
| Mean | 644.8006 |
| Median Absolute Deviation (MAD) | 318 |
| Skewness | 0.66298592 |
| Sum | 1283798 |
| Variance | 196205.62 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 347 | 7 | 0.4% |
| 179 | 6 | 0.3% |
| 275 | 6 | 0.3% |
| 371 | 6 | 0.3% |
| 327 | 5 | 0.3% |
| 356 | 5 | 0.3% |
| 211 | 5 | 0.3% |
| 42 | 5 | 0.3% |
| 667 | 5 | 0.3% |
| 322 | 5 | 0.3% |
| Other values (1122) | 1936 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 1 | 1 | 0.1% |
| 2 | 1 | 0.1% |
| 3 | 2 | |
| 4 | 3 | |
| 5 | 1 | 0.1% |
| 6 | 1 | 0.1% |
| 7 | 1 | 0.1% |
| 8 | 2 | |
| 9 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1960 | 1 | |
| 1949 | 1 | |
| 1920 | 1 | |
| 1914 | 1 | |
| 1901 | 1 | |
| 1899 | 1 | |
| 1895 | 1 | |
| 1878 | 1 | |
| 1874 | 1 | |
| 1869 | 1 |
px_width
Real number (ℝ)
| Distinct | 1107 |
|---|---|
| Distinct (%) | 55.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1251.1155 |
| Minimum | 500 |
|---|---|
| Maximum | 1998 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.7 KiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 578.5 |
| Q1 | 875.5 |
| median | 1247 |
| Q3 | 1633 |
| 95-th percentile | 1928.5 |
| Maximum | 1998 |
| Range | 1498 |
| Interquartile range (IQR) | 757.5 |
Descriptive statistics
| Standard deviation | 431.92489 |
|---|---|
| Coefficient of variation (CV) | 0.34523182 |
| Kurtosis | -1.1854318 |
| Mean | 1251.1155 |
| Median Absolute Deviation (MAD) | 376 |
| Skewness | 0.015751807 |
| Sum | 2490971 |
| Variance | 186559.11 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 874 | 7 | 0.4% |
| 1247 | 7 | 0.4% |
| 1463 | 6 | 0.3% |
| 1383 | 6 | 0.3% |
| 1469 | 6 | 0.3% |
| 1564 | 5 | 0.3% |
| 1234 | 5 | 0.3% |
| 1393 | 5 | 0.3% |
| 1726 | 5 | 0.3% |
| 1552 | 5 | 0.3% |
| Other values (1097) | 1934 |
| Value | Count | Frequency (%) |
| 500 | 2 | |
| 501 | 2 | |
| 503 | 1 | 0.1% |
| 506 | 1 | 0.1% |
| 507 | 4 | |
| 508 | 1 | 0.1% |
| 509 | 2 | |
| 510 | 3 | |
| 511 | 2 | |
| 512 | 2 |
| Value | Count | Frequency (%) |
| 1998 | 1 | 0.1% |
| 1997 | 1 | 0.1% |
| 1996 | 1 | 0.1% |
| 1995 | 3 | |
| 1994 | 2 | 0.1% |
| 1992 | 1 | 0.1% |
| 1991 | 1 | 0.1% |
| 1990 | 1 | 0.1% |
| 1989 | 3 | |
| 1988 | 5 |
ram
Real number (ℝ)
HIGH CORRELATION
| Distinct | 1556 |
|---|---|
| Distinct (%) | 78.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2123.6328 |
| Minimum | 256 |
|---|---|
| Maximum | 3998 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.7 KiB |
Quantile statistics
| Minimum | 256 |
|---|---|
| 5-th percentile | 445 |
| Q1 | 1207 |
| median | 2147 |
| Q3 | 3065 |
| 95-th percentile | 3829.5 |
| Maximum | 3998 |
| Range | 3742 |
| Interquartile range (IQR) | 1858 |
Descriptive statistics
| Standard deviation | 1085.0513 |
|---|---|
| Coefficient of variation (CV) | 0.5109411 |
| Kurtosis | -1.1935403 |
| Mean | 2123.6328 |
| Median Absolute Deviation (MAD) | 933 |
| Skewness | 0.006836088 |
| Sum | 4228153 |
| Variance | 1177336.3 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1229 | 4 | 0.2% |
| 1464 | 4 | 0.2% |
| 2610 | 4 | 0.2% |
| 2227 | 4 | 0.2% |
| 3142 | 4 | 0.2% |
| 595 | 3 | 0.2% |
| 1300 | 3 | 0.2% |
| 606 | 3 | 0.2% |
| 1412 | 3 | 0.2% |
| 3869 | 3 | 0.2% |
| Other values (1546) | 1956 |
| Value | Count | Frequency (%) |
| 256 | 1 | |
| 258 | 2 | |
| 259 | 1 | |
| 262 | 1 | |
| 263 | 1 | |
| 265 | 1 | |
| 267 | 1 | |
| 273 | 1 | |
| 277 | 1 | |
| 278 | 2 |
| Value | Count | Frequency (%) |
| 3998 | 1 | |
| 3996 | 1 | |
| 3993 | 1 | |
| 3991 | 2 | |
| 3990 | 1 | |
| 3984 | 1 | |
| 3978 | 1 | |
| 3971 | 1 | |
| 3970 | 2 | |
| 3969 | 1 |
sc_h
Real number (ℝ)
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.307885 |
| Minimum | 5 |
|---|---|
| Maximum | 19 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.7 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 9 |
| median | 12 |
| Q3 | 16 |
| 95-th percentile | 19 |
| Maximum | 19 |
| Range | 14 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 4.2130609 |
|---|---|
| Coefficient of variation (CV) | 0.34230583 |
| Kurtosis | -1.1907561 |
| Mean | 12.307885 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -0.098481222 |
| Sum | 24505 |
| Variance | 17.749883 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 17 | 192 | 9.6% |
| 12 | 157 | 7.9% |
| 7 | 150 | 7.5% |
| 16 | 143 | 7.2% |
| 14 | 142 | 7.1% |
| 15 | 134 | 6.7% |
| 13 | 130 | 6.5% |
| 11 | 126 | 6.3% |
| 19 | 124 | 6.2% |
| 10 | 124 | 6.2% |
| Other values (5) | 569 |
| Value | Count | Frequency (%) |
| 5 | 96 | |
| 6 | 114 | |
| 7 | 150 | |
| 8 | 117 | |
| 9 | 123 | |
| 10 | 124 | |
| 11 | 126 | |
| 12 | 157 | |
| 13 | 130 | |
| 14 | 142 |
| Value | Count | Frequency (%) |
| 19 | 124 | |
| 18 | 119 | |
| 17 | 192 | |
| 16 | 143 | |
| 15 | 134 | |
| 14 | 142 | |
| 13 | 130 | |
| 12 | 157 | |
| 11 | 126 | |
| 10 | 124 |
sc_w
Real number (ℝ)
ZEROS
| Distinct | 19 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.7744852 |
| Minimum | 0 |
|---|---|
| Maximum | 18 |
| Zeros | 178 |
| Zeros (%) | 8.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 5 |
| Q3 | 9 |
| 95-th percentile | 14 |
| Maximum | 18 |
| Range | 18 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 4.3573852 |
|---|---|
| Coefficient of variation (CV) | 0.75459285 |
| Kurtosis | -0.39109083 |
| Mean | 5.7744852 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.63323617 |
| Sum | 11497 |
| Variance | 18.986806 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 1 | 208 | |
| 3 | 199 | |
| 4 | 182 | |
| 0 | 178 | |
| 5 | 159 | 8.0% |
| 2 | 156 | 7.8% |
| 7 | 131 | 6.6% |
| 6 | 129 | 6.5% |
| 8 | 125 | 6.3% |
| 10 | 107 | 5.4% |
| Other values (9) | 417 |
| Value | Count | Frequency (%) |
| 0 | 178 | |
| 1 | 208 | |
| 2 | 156 | |
| 3 | 199 | |
| 4 | 182 | |
| 5 | 159 | |
| 6 | 129 | |
| 7 | 131 | |
| 8 | 125 | |
| 9 | 97 |
| Value | Count | Frequency (%) |
| 18 | 8 | 0.4% |
| 17 | 19 | 1.0% |
| 16 | 29 | 1.5% |
| 15 | 31 | 1.6% |
| 14 | 33 | 1.7% |
| 13 | 49 | |
| 12 | 67 | |
| 11 | 84 | |
| 10 | 107 | |
| 9 | 97 |
talk_time
Real number (ℝ)
| Distinct | 19 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.001507 |
| Minimum | 2 |
|---|---|
| Maximum | 20 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.7 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 6 |
| median | 11 |
| Q3 | 16 |
| 95-th percentile | 20 |
| Maximum | 20 |
| Range | 18 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 5.4648716 |
|---|---|
| Coefficient of variation (CV) | 0.49673847 |
| Kurtosis | -1.2197223 |
| Mean | 11.001507 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.013605372 |
| Sum | 21904 |
| Variance | 29.864822 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 7 | 124 | 6.2% |
| 4 | 123 | 6.2% |
| 15 | 115 | 5.8% |
| 16 | 114 | 5.7% |
| 19 | 112 | 5.6% |
| 6 | 111 | 5.6% |
| 10 | 105 | 5.3% |
| 8 | 104 | 5.2% |
| 20 | 102 | 5.1% |
| 11 | 101 | 5.1% |
| Other values (9) | 880 |
| Value | Count | Frequency (%) |
| 2 | 98 | |
| 3 | 94 | |
| 4 | 123 | |
| 5 | 93 | |
| 6 | 111 | |
| 7 | 124 | |
| 8 | 104 | |
| 9 | 100 | |
| 10 | 105 | |
| 11 | 101 |
| Value | Count | Frequency (%) |
| 20 | 102 | |
| 19 | 112 | |
| 18 | 99 | |
| 17 | 98 | |
| 16 | 114 | |
| 15 | 115 | |
| 14 | 101 | |
| 13 | 99 | |
| 12 | 98 | |
| 11 | 101 |
three_g
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.7 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1991 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1515 | |
| 0 | 476 | 23.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 1515 | |
| 0 | 476 | 23.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1515 | |
| 0 | 476 | 23.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1991 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1515 | |
| 0 | 476 | 23.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1991 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 1515 | |
| 0 | 476 | 23.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1991 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 1515 | |
| 0 | 476 | 23.9% |
touch_screen
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.7 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1991 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 999 | |
| 0 | 992 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 999 | |
| 0 | 992 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 999 | |
| 0 | 992 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1991 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 999 | |
| 0 | 992 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1991 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 999 | |
| 0 | 992 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1991 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 999 | |
| 0 | 992 |
wifi
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.7 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1991 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1006 | |
| 0 | 985 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 1006 | |
| 0 | 985 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1006 | |
| 0 | 985 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1991 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1006 | |
| 0 | 985 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1991 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 1006 | |
| 0 | 985 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1991 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 1006 | |
| 0 | 985 |
price_range
Categorical
HIGH CORRELATION UNIFORM
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.7 KiB |
| 2 | |
|---|---|
| 0 | |
| 3 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1991 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 499 | |
| 0 | 499 | |
| 3 | 497 | |
| 1 | 496 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 499 | |
| 0 | 499 | |
| 3 | 497 | |
| 1 | 496 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 499 | |
| 0 | 499 | |
| 3 | 497 | |
| 1 | 496 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1991 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 499 | |
| 0 | 499 | |
| 3 | 497 | |
| 1 | 496 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1991 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 499 | |
| 0 | 499 | |
| 3 | 497 | |
| 1 | 496 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1991 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 499 | |
| 0 | 499 | |
| 3 | 497 | |
| 1 | 496 |
| battery_power | blue | clock_speed | dual_sim | fc | four_g | int_memory | m_dep | mobile_wt | n_cores | pc | price_range | px_height | px_width | ram | sc_h | sc_w | talk_time | three_g | touch_screen | wifi | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| battery_power | 1.000 | 0.036 | 0.011 | 0.050 | 0.035 | 0.000 | -0.005 | 0.031 | 0.000 | -0.030 | 0.029 | 0.127 | 0.008 | -0.011 | -0.002 | -0.030 | -0.028 | 0.051 | 0.000 | 0.000 | 0.000 |
| blue | 0.036 | 1.000 | 0.016 | 0.023 | 0.000 | 0.000 | 0.042 | 0.002 | -0.008 | 0.037 | -0.010 | 0.000 | -0.005 | -0.042 | 0.028 | -0.005 | 0.004 | 0.016 | 0.018 | 0.000 | 0.000 |
| clock_speed | 0.011 | 0.016 | 1.000 | 0.028 | -0.003 | 0.039 | 0.008 | -0.014 | 0.011 | -0.008 | -0.002 | 0.000 | -0.015 | -0.012 | 0.004 | -0.032 | -0.015 | -0.013 | 0.035 | 0.035 | 0.000 |
| dual_sim | 0.050 | 0.023 | 0.028 | 1.000 | -0.037 | 0.000 | -0.015 | -0.021 | -0.007 | -0.023 | -0.016 | 0.000 | -0.017 | 0.014 | 0.042 | -0.013 | -0.023 | -0.036 | 0.000 | 0.000 | 0.007 |
| fc | 0.035 | 0.000 | -0.003 | -0.037 | 1.000 | 0.035 | -0.025 | 0.013 | 0.028 | -0.017 | 0.659 | 0.000 | -0.022 | -0.007 | 0.023 | -0.011 | -0.002 | -0.000 | 0.000 | 0.046 | 0.046 |
| four_g | 0.000 | 0.000 | 0.039 | 0.000 | 0.035 | 1.000 | 0.008 | 0.001 | -0.016 | -0.031 | -0.009 | 0.000 | -0.020 | 0.011 | 0.007 | 0.027 | 0.036 | -0.046 | 0.583 | 0.000 | 0.000 |
| int_memory | -0.005 | 0.042 | 0.008 | -0.015 | -0.025 | 0.008 | 1.000 | 0.006 | -0.035 | -0.027 | -0.033 | 0.039 | -0.000 | -0.009 | 0.030 | 0.042 | 0.015 | -0.003 | 0.028 | 0.023 | 0.016 |
| m_dep | 0.031 | 0.002 | -0.014 | -0.021 | 0.013 | 0.001 | 0.006 | 1.000 | 0.022 | -0.004 | 0.027 | 0.015 | 0.025 | 0.021 | -0.011 | -0.025 | -0.021 | 0.016 | 0.000 | 0.067 | 0.022 |
| mobile_wt | 0.000 | -0.008 | 0.011 | -0.007 | 0.028 | -0.016 | -0.035 | 0.022 | 1.000 | -0.020 | 0.021 | 0.029 | 0.011 | 0.001 | -0.004 | -0.036 | -0.018 | 0.004 | 0.000 | 0.000 | 0.000 |
| n_cores | -0.030 | 0.037 | -0.008 | -0.023 | -0.017 | -0.031 | -0.027 | -0.004 | -0.020 | 1.000 | -0.003 | 0.004 | -0.006 | 0.024 | 0.005 | 0.000 | 0.029 | 0.013 | 0.023 | 0.000 | 0.000 |
| pc | 0.029 | -0.010 | -0.002 | -0.016 | 0.659 | -0.009 | -0.033 | 0.027 | 0.021 | -0.003 | 1.000 | 0.032 | -0.015 | 0.005 | 0.031 | 0.005 | -0.038 | 0.015 | 0.000 | 0.030 | 0.000 |
| price_range | 0.127 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.039 | 0.015 | 0.029 | 0.004 | 0.032 | 1.000 | 0.132 | 0.163 | 0.917 | 0.022 | 0.024 | 0.021 | 0.000 | 0.020 | 0.000 |
| px_height | 0.008 | -0.005 | -0.015 | -0.017 | -0.022 | -0.020 | -0.000 | 0.025 | 0.011 | -0.006 | -0.015 | 0.132 | 1.000 | 0.467 | -0.030 | 0.052 | 0.029 | -0.012 | 0.012 | 0.000 | 0.061 |
| px_width | -0.011 | -0.042 | -0.012 | 0.014 | -0.007 | 0.011 | -0.009 | 0.021 | 0.001 | 0.024 | 0.005 | 0.163 | 0.467 | 1.000 | 0.001 | 0.021 | 0.024 | 0.006 | 0.000 | 0.000 | 0.031 |
| ram | -0.002 | 0.028 | 0.004 | 0.042 | 0.023 | 0.007 | 0.030 | -0.011 | -0.004 | 0.005 | 0.031 | 0.917 | -0.030 | 0.001 | 1.000 | 0.016 | 0.027 | 0.011 | 0.040 | 0.000 | 0.000 |
| sc_h | -0.030 | -0.005 | -0.032 | -0.013 | -0.011 | 0.027 | 0.042 | -0.025 | -0.036 | 0.000 | 0.005 | 0.022 | 0.052 | 0.021 | 0.016 | 1.000 | 0.472 | -0.017 | 0.017 | 0.014 | 0.070 |
| sc_w | -0.028 | 0.004 | -0.015 | -0.023 | -0.002 | 0.036 | 0.015 | -0.021 | -0.018 | 0.029 | -0.038 | 0.024 | 0.029 | 0.024 | 0.027 | 0.472 | 1.000 | -0.020 | 0.047 | 0.000 | 0.000 |
| talk_time | 0.051 | 0.016 | -0.013 | -0.036 | -0.000 | -0.046 | -0.003 | 0.016 | 0.004 | 0.013 | 0.015 | 0.021 | -0.012 | 0.006 | 0.011 | -0.017 | -0.020 | 1.000 | 0.035 | 0.047 | 0.000 |
| three_g | 0.000 | 0.018 | 0.035 | 0.000 | 0.000 | 0.583 | 0.028 | 0.000 | 0.000 | 0.023 | 0.000 | 0.000 | 0.012 | 0.000 | 0.040 | 0.017 | 0.047 | 0.035 | 1.000 | 0.000 | 0.000 |
| touch_screen | 0.000 | 0.000 | 0.035 | 0.000 | 0.046 | 0.000 | 0.023 | 0.067 | 0.000 | 0.000 | 0.030 | 0.020 | 0.000 | 0.000 | 0.000 | 0.014 | 0.000 | 0.047 | 0.000 | 1.000 | 0.000 |
| wifi | 0.000 | 0.000 | 0.000 | 0.007 | 0.046 | 0.000 | 0.016 | 0.022 | 0.000 | 0.000 | 0.000 | 0.000 | 0.061 | 0.031 | 0.000 | 0.070 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| battery_power | blue | clock_speed | dual_sim | fc | four_g | int_memory | m_dep | mobile_wt | n_cores | pc | px_height | px_width | ram | sc_h | sc_w | talk_time | three_g | touch_screen | wifi | price_range | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 842 | 0 | 2.2 | 0 | 1.0 | 0.0 | 7.0 | 0.6 | 188.0 | 2.0 | 2.0 | 20.0 | 756.0 | 2549.0 | 9.0 | 7.0 | 19 | 0 | 0 | 1 | 1 |
| 1 | 1021 | 1 | 0.5 | 1 | 0.0 | 1.0 | 53.0 | 0.7 | 136.0 | 3.0 | 6.0 | 905.0 | 1988.0 | 2631.0 | 17.0 | 3.0 | 7 | 1 | 1 | 0 | 2 |
| 2 | 563 | 1 | 0.5 | 1 | 2.0 | 1.0 | 41.0 | 0.9 | 145.0 | 5.0 | 6.0 | 1263.0 | 1716.0 | 2603.0 | 11.0 | 2.0 | 9 | 1 | 1 | 0 | 2 |
| 3 | 615 | 1 | 2.5 | 0 | 0.0 | 0.0 | 10.0 | 0.8 | 131.0 | 6.0 | 9.0 | 1216.0 | 1786.0 | 2769.0 | 16.0 | 8.0 | 11 | 1 | 0 | 0 | 2 |
| 4 | 1821 | 1 | 1.2 | 0 | 13.0 | 1.0 | 44.0 | 0.6 | 141.0 | 2.0 | 14.0 | 1208.0 | 1212.0 | 1411.0 | 8.0 | 2.0 | 15 | 1 | 1 | 0 | 1 |
| 5 | 1859 | 0 | 0.5 | 1 | 3.0 | 0.0 | 22.0 | 0.7 | 164.0 | 1.0 | 7.0 | 1004.0 | 1654.0 | 1067.0 | 17.0 | 1.0 | 10 | 1 | 0 | 0 | 1 |
| 6 | 1821 | 0 | 1.7 | 0 | 4.0 | 1.0 | 10.0 | 0.8 | 139.0 | 8.0 | 10.0 | 381.0 | 1018.0 | 3220.0 | 13.0 | 8.0 | 18 | 1 | 0 | 1 | 3 |
| 7 | 1954 | 0 | 0.5 | 1 | 0.0 | 0.0 | 24.0 | 0.8 | 187.0 | 4.0 | 0.0 | 512.0 | 1149.0 | 700.0 | 16.0 | 3.0 | 5 | 1 | 1 | 1 | 0 |
| 8 | 1445 | 1 | 0.5 | 0 | 0.0 | 0.0 | 53.0 | 0.7 | 174.0 | 7.0 | 14.0 | 386.0 | 836.0 | 1099.0 | 17.0 | 1.0 | 20 | 1 | 0 | 0 | 0 |
| 9 | 509 | 1 | 0.6 | 1 | 2.0 | 1.0 | 9.0 | 0.1 | 93.0 | 5.0 | 15.0 | 1137.0 | 1224.0 | 513.0 | 19.0 | 10.0 | 12 | 1 | 0 | 0 | 0 |
| battery_power | blue | clock_speed | dual_sim | fc | four_g | int_memory | m_dep | mobile_wt | n_cores | pc | px_height | px_width | ram | sc_h | sc_w | talk_time | three_g | touch_screen | wifi | price_range | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1981 | 1617 | 1 | 2.4 | 0 | 8.0 | 1.0 | 36.0 | 0.8 | 85.0 | 1.0 | 9.0 | 743.0 | 1426.0 | 296.0 | 5.0 | 3.0 | 7 | 1 | 0 | 0 | 0 |
| 1982 | 1882 | 0 | 2.0 | 0 | 11.0 | 1.0 | 44.0 | 0.8 | 113.0 | 8.0 | 19.0 | 4.0 | 743.0 | 3579.0 | 19.0 | 8.0 | 20 | 1 | 1 | 0 | 3 |
| 1983 | 674 | 1 | 2.9 | 1 | 1.0 | 0.0 | 21.0 | 0.2 | 198.0 | 3.0 | 4.0 | 576.0 | 1809.0 | 1180.0 | 6.0 | 3.0 | 4 | 1 | 1 | 1 | 0 |
| 1984 | 1467 | 1 | 0.5 | 0 | 0.0 | 0.0 | 18.0 | 0.6 | 122.0 | 5.0 | 0.0 | 888.0 | 1099.0 | 3962.0 | 15.0 | 11.0 | 5 | 1 | 1 | 1 | 3 |
| 1985 | 858 | 0 | 2.2 | 0 | 1.0 | 0.0 | 50.0 | 0.1 | 84.0 | 1.0 | 2.0 | 528.0 | 1416.0 | 3978.0 | 17.0 | 16.0 | 3 | 1 | 1 | 0 | 3 |
| 1986 | 794 | 1 | 0.5 | 1 | 0.0 | 1.0 | 2.0 | 0.8 | 106.0 | 6.0 | 14.0 | 1222.0 | 1890.0 | 668.0 | 13.0 | 4.0 | 19 | 1 | 1 | 0 | 0 |
| 1987 | 1965 | 1 | 2.6 | 1 | 0.0 | 0.0 | 39.0 | 0.2 | 187.0 | 4.0 | 3.0 | 915.0 | 1965.0 | 2032.0 | 11.0 | 10.0 | 16 | 1 | 1 | 1 | 2 |
| 1988 | 1911 | 0 | 0.9 | 1 | 1.0 | 1.0 | 36.0 | 0.7 | 108.0 | 8.0 | 3.0 | 868.0 | 1632.0 | 3057.0 | 9.0 | 1.0 | 5 | 1 | 1 | 0 | 3 |
| 1989 | 1512 | 0 | 0.9 | 0 | 4.0 | 1.0 | 46.0 | 0.1 | 145.0 | 5.0 | 5.0 | 336.0 | 670.0 | 869.0 | 18.0 | 10.0 | 19 | 1 | 1 | 1 | 0 |
| 1990 | 510 | 1 | 2.0 | 1 | 5.0 | 1.0 | 45.0 | 0.9 | 168.0 | 6.0 | 16.0 | 483.0 | 754.0 | 3919.0 | 19.0 | 4.0 | 2 | 1 | 1 | 1 | 3 |